Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	193
Missing cells	1071
Missing cells (%)	21.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	40.7 KiB
Average record size in memory	216.0 B

Variable types

Categorical	2
Numeric	24

Alerts

`code` has a high cardinality: 193 distinct values	High cardinality
`country` has a high cardinality: 193 distinct values	High cardinality
`1st_const_year` is highly correlated with `2nd_const_year` and 7 other fields	High correlation
`2nd_const_year` is highly correlated with `1st_const_year` and 6 other fields	High correlation
`1st_2nd_tfidf` is highly correlated with `1st_current_tfidf` and 2 other fields	High correlation
`1st_current_tfidf` is highly correlated with `1st_2nd_tfidf` and 7 other fields	High correlation
`1st_2nd_lda` is highly correlated with `1st_2nd_tfidf` and 2 other fields	High correlation
`1st_current_lda` is highly correlated with `1st_current_tfidf` and 3 other fields	High correlation
`1st_2nd_use` is highly correlated with `1st_2nd_lda` and 4 other fields	High correlation
`1st_current_use` is highly correlated with `1st_2nd_use` and 2 other fields	High correlation
`1st_2nd_stm` is highly correlated with `1st_2nd_lda` and 1 other fields	High correlation
`1st_current_stm` is highly correlated with `1st_current_tfidf` and 4 other fields	High correlation
`constitutional_time` is highly correlated with `1st_const_year` and 7 other fields	High correlation
`first_regime_time` is highly correlated with `1st_2nd_tfidf_adj` and 3 other fields	High correlation
`1st_2nd_tfidf_adj` is highly correlated with `first_regime_time` and 4 other fields	High correlation
`1st_2nd_lda_adj` is highly correlated with `first_regime_time` and 3 other fields	High correlation
`1st_2nd_use_adj` is highly correlated with `1st_2nd_use` and 5 other fields	High correlation
`1st_2nd_stm_adj` is highly correlated with `first_regime_time` and 3 other fields	High correlation
`1st_curr_tfidf_adj` is highly correlated with `1st_current_tfidf` and 3 other fields	High correlation
`1st_curr_lda_adj` is highly correlated with `1st_const_year` and 5 other fields	High correlation
`1st_curr_use_adj` is highly correlated with `1st_current_use` and 3 other fields	High correlation
`1st_curr_stm_adj` is highly correlated with `1st_const_year` and 5 other fields	High correlation
`tfidf_distance` is highly correlated with `1st_const_year` and 9 other fields	High correlation
`lda_distance` is highly correlated with `1st_const_year` and 8 other fields	High correlation
`use_distance` is highly correlated with `1st_const_year` and 8 other fields	High correlation
`stm_distance` is highly correlated with `1st_const_year` and 8 other fields	High correlation
`1st_const_year` is highly correlated with `2nd_const_year` and 6 other fields	High correlation
`2nd_const_year` is highly correlated with `1st_const_year` and 6 other fields	High correlation
`1st_2nd_tfidf` is highly correlated with `1st_current_tfidf` and 1 other fields	High correlation
`1st_current_tfidf` is highly correlated with `1st_2nd_tfidf` and 3 other fields	High correlation
`1st_2nd_lda` is highly correlated with `1st_2nd_tfidf` and 3 other fields	High correlation
`1st_current_lda` is highly correlated with `1st_current_tfidf` and 3 other fields	High correlation
`1st_2nd_use` is highly correlated with `1st_2nd_lda` and 2 other fields	High correlation
`1st_current_use` is highly correlated with `1st_2nd_use` and 1 other fields	High correlation
`1st_2nd_stm` is highly correlated with `1st_2nd_lda` and 1 other fields	High correlation
`1st_current_stm` is highly correlated with `1st_current_tfidf` and 4 other fields	High correlation
`constitutional_time` is highly correlated with `1st_const_year` and 6 other fields	High correlation
`1st_2nd_tfidf_adj` is highly correlated with `1st_2nd_lda_adj` and 2 other fields	High correlation
`1st_2nd_lda_adj` is highly correlated with `1st_2nd_tfidf_adj` and 2 other fields	High correlation
`1st_2nd_use_adj` is highly correlated with `1st_2nd_tfidf_adj` and 2 other fields	High correlation
`1st_2nd_stm_adj` is highly correlated with `1st_2nd_tfidf_adj` and 2 other fields	High correlation
`1st_curr_tfidf_adj` is highly correlated with `1st_current_tfidf` and 2 other fields	High correlation
`1st_curr_lda_adj` is highly correlated with `1st_const_year` and 5 other fields	High correlation
`1st_curr_use_adj` is highly correlated with `1st_2nd_use` and 2 other fields	High correlation
`1st_curr_stm_adj` is highly correlated with `1st_const_year` and 4 other fields	High correlation
`tfidf_distance` is highly correlated with `1st_const_year` and 5 other fields	High correlation
`lda_distance` is highly correlated with `1st_const_year` and 7 other fields	High correlation
`use_distance` is highly correlated with `tfidf_distance` and 2 other fields	High correlation
`stm_distance` is highly correlated with `1st_const_year` and 6 other fields	High correlation
`1st_const_year` is highly correlated with `2nd_const_year` and 2 other fields	High correlation
`2nd_const_year` is highly correlated with `1st_const_year` and 1 other fields	High correlation
`1st_2nd_tfidf` is highly correlated with `1st_current_tfidf`	High correlation
`1st_current_tfidf` is highly correlated with `1st_2nd_tfidf`	High correlation
`1st_2nd_lda` is highly correlated with `1st_2nd_stm`	High correlation
`1st_current_lda` is highly correlated with `1st_current_stm`	High correlation
`1st_current_use` is highly correlated with `1st_curr_use_adj` and 1 other fields	High correlation
`1st_2nd_stm` is highly correlated with `1st_2nd_lda`	High correlation
`1st_current_stm` is highly correlated with `1st_current_lda` and 1 other fields	High correlation
`constitutional_time` is highly correlated with `1st_const_year` and 2 other fields	High correlation
`first_regime_time` is highly correlated with `1st_2nd_tfidf_adj` and 2 other fields	High correlation
`1st_2nd_tfidf_adj` is highly correlated with `first_regime_time` and 2 other fields	High correlation
`1st_2nd_lda_adj` is highly correlated with `first_regime_time` and 3 other fields	High correlation
`1st_2nd_use_adj` is highly correlated with `1st_2nd_lda_adj` and 1 other fields	High correlation
`1st_2nd_stm_adj` is highly correlated with `first_regime_time` and 3 other fields	High correlation
`1st_curr_tfidf_adj` is highly correlated with `1st_curr_lda_adj`	High correlation
`1st_curr_lda_adj` is highly correlated with `1st_const_year` and 3 other fields	High correlation
`1st_curr_use_adj` is highly correlated with `1st_current_use`	High correlation
`1st_curr_stm_adj` is highly correlated with `1st_curr_lda_adj`	High correlation
`tfidf_distance` is highly correlated with `lda_distance` and 2 other fields	High correlation
`lda_distance` is highly correlated with `tfidf_distance` and 2 other fields	High correlation
`use_distance` is highly correlated with `1st_current_use` and 3 other fields	High correlation
`stm_distance` is highly correlated with `1st_current_stm` and 3 other fields	High correlation
`1st_const_year` is highly correlated with `2nd_const_year` and 6 other fields	High correlation
`2nd_const_year` is highly correlated with `1st_const_year` and 7 other fields	High correlation
`1st_2nd_tfidf` is highly correlated with `1st_current_tfidf` and 1 other fields	High correlation
`1st_current_tfidf` is highly correlated with `1st_2nd_tfidf` and 3 other fields	High correlation
`1st_2nd_lda` is highly correlated with `1st_2nd_tfidf` and 4 other fields	High correlation
`1st_current_lda` is highly correlated with `1st_current_tfidf` and 3 other fields	High correlation
`1st_2nd_use` is highly correlated with `1st_current_use` and 4 other fields	High correlation
`1st_current_use` is highly correlated with `1st_2nd_use` and 3 other fields	High correlation
`1st_2nd_stm` is highly correlated with `1st_2nd_lda` and 2 other fields	High correlation
`1st_current_stm` is highly correlated with `1st_current_tfidf` and 4 other fields	High correlation
`constitutional_time` is highly correlated with `1st_const_year` and 6 other fields	High correlation
`first_regime_time` is highly correlated with `1st_const_year` and 1 other fields	High correlation
`1st_2nd_tfidf_adj` is highly correlated with `2nd_const_year` and 7 other fields	High correlation
`1st_2nd_lda_adj` is highly correlated with `2nd_const_year` and 6 other fields	High correlation
`1st_2nd_use_adj` is highly correlated with `1st_2nd_use` and 7 other fields	High correlation
`1st_2nd_stm_adj` is highly correlated with `1st_2nd_tfidf_adj` and 3 other fields	High correlation
`1st_curr_tfidf_adj` is highly correlated with `1st_const_year` and 5 other fields	High correlation
`1st_curr_lda_adj` is highly correlated with `1st_const_year` and 4 other fields	High correlation
`1st_curr_use_adj` is highly correlated with `1st_2nd_use` and 4 other fields	High correlation
`1st_curr_stm_adj` is highly correlated with `1st_const_year` and 5 other fields	High correlation
`tfidf_distance` is highly correlated with `2nd_const_year` and 4 other fields	High correlation
`lda_distance` is highly correlated with `1st_const_year` and 10 other fields	High correlation
`use_distance` is highly correlated with `2nd_const_year` and 6 other fields	High correlation
`stm_distance` is highly correlated with `2nd_const_year` and 3 other fields	High correlation
`2nd_const_year` has 63 (32.6%) missing values	Missing
`1st_2nd_tfidf` has 63 (32.6%) missing values	Missing
`1st_current_tfidf` has 63 (32.6%) missing values	Missing
`1st_2nd_lda` has 63 (32.6%) missing values	Missing
`1st_current_lda` has 63 (32.6%) missing values	Missing
`1st_2nd_use` has 63 (32.6%) missing values	Missing
`1st_current_use` has 63 (32.6%) missing values	Missing
`1st_2nd_stm` has 63 (32.6%) missing values	Missing
`1st_current_stm` has 63 (32.6%) missing values	Missing
`1st_2nd_tfidf_adj` has 63 (32.6%) missing values	Missing
`1st_2nd_lda_adj` has 63 (32.6%) missing values	Missing
`1st_2nd_use_adj` has 63 (32.6%) missing values	Missing
`1st_2nd_stm_adj` has 63 (32.6%) missing values	Missing
`1st_curr_tfidf_adj` has 63 (32.6%) missing values	Missing
`1st_curr_lda_adj` has 63 (32.6%) missing values	Missing
`1st_curr_use_adj` has 63 (32.6%) missing values	Missing
`1st_curr_stm_adj` has 63 (32.6%) missing values	Missing
`code` is uniformly distributed	Uniform
`country` is uniformly distributed	Uniform
`code` has unique values	Unique
`country` has unique values	Unique
`tfidf_distance` has 63 (32.6%) zeros	Zeros
`lda_distance` has 63 (32.6%) zeros	Zeros
`use_distance` has 63 (32.6%) zeros	Zeros
`stm_distance` has 63 (32.6%) zeros	Zeros

Reproduction

Analysis started	2022-06-15 18:46:34.245667
Analysis finished	2022-06-15 18:55:55.824472
Duration	9 minutes and 21.58 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

code
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	193
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

AFG	1
LIE	1
NZL	1
NIC	1
NER	1
Other values (188)	188

Length

Max length	4
Median length	3
Mean length	3.005181347
Min length	3

Characters and Unicode

Total characters	580
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	193 ?
Unique (%)	100.0%

Sample

1st row	AFG
2nd row	ALB
3rd row	DZA
4th row	AND
5th row	AGO

Common Values

Value	Count	Frequency (%)
AFG	1	0.5%
LIE	1	0.5%
NZL	1	0.5%
NIC	1	0.5%
NER	1	0.5%
NGA	1	0.5%
PRK	1	0.5%
NOR	1	0.5%
OMN	1	0.5%
PAK	1	0.5%
Other values (183)	183	94.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
afg	1	0.5%
alb	1	0.5%
bhs	1	0.5%
dza	1	0.5%
and	1	0.5%
ago	1	0.5%
atg	1	0.5%
arg	1	0.5%
arm	1	0.5%
aus	1	0.5%
Other values (183)	183	94.8%

Most occurring characters

Value	Count	Frequency (%)
A	44	7.6%
R	43	7.4%
N	40	6.9%
M	36	6.2%
L	34	5.9%
S	33	5.7%
T	32	5.5%
G	29	5.0%
B	28	4.8%
E	26	4.5%
Other values (16)	235	40.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	580	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	44	7.6%
R	43	7.4%
N	40	6.9%
M	36	6.2%
L	34	5.9%
S	33	5.7%
T	32	5.5%
G	29	5.0%
B	28	4.8%
E	26	4.5%
Other values (16)	235	40.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	580	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	44	7.6%
R	43	7.4%
N	40	6.9%
M	36	6.2%
L	34	5.9%
S	33	5.7%
T	32	5.5%
G	29	5.0%
B	28	4.8%
E	26	4.5%
Other values (16)	235	40.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	580	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	44	7.6%
R	43	7.4%
N	40	6.9%
M	36	6.2%
L	34	5.9%
S	33	5.7%
T	32	5.5%
G	29	5.0%
B	28	4.8%
E	26	4.5%
Other values (16)	235	40.5%

country
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	193
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Afghanistan	1
Liechtenstein	1
New zealand	1
Nicaragua	1
Niger	1
Other values (188)	188

Length

Max length	32
Median length	21
Mean length	8.455958549
Min length	4

Characters and Unicode

Total characters	1632
Distinct characters	51
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	193 ?
Unique (%)	100.0%

Sample

1st row	Afghanistan
2nd row	Albania
3rd row	Algeria
4th row	Andorra
5th row	Angola

Common Values

Value	Count	Frequency (%)
Afghanistan	1	0.5%
Liechtenstein	1	0.5%
New zealand	1	0.5%
Nicaragua	1	0.5%
Niger	1	0.5%
Nigeria	1	0.5%
North Korea	1	0.5%
Norway	1	0.5%
Oman	1	0.5%
Pakistan	1	0.5%
Other values (183)	183	94.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
republic	5	2.1%
and	4	1.7%
guinea	4	1.7%
saint	3	1.2%
south	3	1.2%
the	2	0.8%
korea	2	0.8%
united	2	0.8%
sudan	2	0.8%
arab	2	0.8%
Other values (207)	211	87.9%

Most occurring characters

Value	Count	Frequency (%)
a	255	15.6%
i	144	8.8%
n	125	7.7%
e	109	6.7%
o	90	5.5%
r	89	5.5%
u	66	4.0%
t	62	3.8%
l	60	3.7%
s	52	3.2%
Other values (41)	580	35.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1352	82.8%
Uppercase Letter	233	14.3%
Space Separator	47	2.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	255	18.9%
i	144	10.7%
n	125	9.2%
e	109	8.1%
o	90	6.7%
r	89	6.6%
u	66	4.9%
t	62	4.6%
l	60	4.4%
s	52	3.8%
Other values (16)	300	22.2%

Uppercase Letter

Value	Count	Frequency (%)
S	27	11.6%
M	19	8.2%
B	18	7.7%
C	18	7.7%
A	17	7.3%
T	15	6.4%
G	15	6.4%
N	12	5.2%
L	12	5.2%
I	10	4.3%
Other values (14)	70	30.0%

Space Separator

Value	Count	Frequency (%)
	47	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1585	97.1%
Common	47	2.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	255	16.1%
i	144	9.1%
n	125	7.9%
e	109	6.9%
o	90	5.7%
r	89	5.6%
u	66	4.2%
t	62	3.9%
l	60	3.8%
s	52	3.3%
Other values (40)	533	33.6%

Common

Value	Count	Frequency (%)
	47	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1632	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	255	15.6%
i	144	8.8%
n	125	7.7%
e	109	6.7%
o	90	5.5%
r	89	5.5%
u	66	4.0%
t	62	3.8%
l	60	3.7%
s	52	3.2%
Other values (41)	580	35.5%

1st_const_year
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	99
Distinct (%)	51.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1935.792746

Minimum	1789
Maximum	2011
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	1789
5-th percentile	1816.4
Q1	1919
median	1960
Q3	1975
95-th percentile	1995
Maximum	2011
Range	222
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	57.59212321
Coefficient of variation (CV)	0.02975118247
Kurtosis	0.1093821862
Mean	1935.792746
Median Absolute Deviation (MAD)	21
Skewness	-1.139208249
Sum	373608
Variance	3316.852655
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1960	9	4.7%
1962	8	4.1%
1978	6	3.1%
1947	5	2.6%
1991	5	2.6%
1979	5	2.6%
1964	5	2.6%
1981	5	2.6%
1975	5	2.6%
1961	5	2.6%
Other values (89)	135	69.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1789	1	0.5%
1791	2	1.0%
1795	1	0.5%
1801	1	0.5%
1808	1	0.5%
1809	1	0.5%
1811	1	0.5%
1813	1	0.5%
1814	1	0.5%
1818	1	0.5%

Value	Count	Frequency (%)
2011	1	0.5%
2008	1	0.5%
2003	1	0.5%
2002	1	0.5%
1998	1	0.5%
1997	1	0.5%
1996	2	1.0%
1995	4	2.1%
1994	2	1.0%
1993	3	1.6%

2nd_const_year
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	83
Distinct (%)	63.8%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	1950.130769

Minimum	1793
Maximum	2011
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	1793
5-th percentile	1828.9
Q1	1931
median	1969.5
Q3	1989.75
95-th percentile	2007.55
Maximum	2011
Range	218
Interquartile range (IQR)	58.75

Descriptive statistics

Standard deviation	53.9311057
Coefficient of variation (CV)	0.0276551227
Kurtosis	0.7794133577
Mean	1950.130769
Median Absolute Deviation (MAD)	24.5
Skewness	-1.284927154
Sum	253517
Variance	2908.564162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1979	4	2.1%
1992	4	2.1%
1962	4	2.1%
1974	3	1.6%
1996	3	1.6%
2005	3	1.6%
1970	3	1.6%
2008	3	1.6%
1978	3	1.6%
1959	2	1.0%
Other values (73)	98	50.8%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1793	1	0.5%
1805	1	0.5%
1812	1	0.5%
1815	1	0.5%
1823	1	0.5%
1826	1	0.5%
1828	1	0.5%
1830	1	0.5%
1831	1	0.5%
1836	1	0.5%

Value	Count	Frequency (%)
2011	2	1.0%
2010	2	1.0%
2008	3	1.6%
2007	1	0.5%
2005	3	1.6%
2002	2	1.0%
2001	2	1.0%
1999	1	0.5%
1998	1	0.5%
1996	3	1.6%

1st_2nd_tfidf
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.5546450492

Minimum	0.0201733
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.0201733
5-th percentile	0.067218377
Q1	0.3511306875
median	0.57103248
Q3	0.826286805
95-th percentile	0.961606845
Maximum	1
Range	0.9798267
Interquartile range (IQR)	0.4751561175

Descriptive statistics

Standard deviation	0.2897924935
Coefficient of variation (CV)	0.5224827913
Kurtosis	-1.039943357
Mean	0.5546450492
Median Absolute Deviation (MAD)	0.241428725
Skewness	-0.2278169548
Sum	72.1038564
Variance	0.08397968929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3536304	1	0.5%
0.39374864	1	0.5%
0.98284872	1	0.5%
0.57017142	1	0.5%
0.89508546	1	0.5%
0.0300009	1	0.5%
0.77503286	1	0.5%
0.14577967	1	0.5%
0.80957755	1	0.5%
0.6414186	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0201733	1	0.5%
0.0300009	1	0.5%
0.03110075	1	0.5%
0.04367113	1	0.5%
0.0565919	1	0.5%
0.0569241	1	0.5%
0.06451124	1	0.5%
0.0705271	1	0.5%
0.0705558	1	0.5%
0.08149785	1	0.5%

Value	Count	Frequency (%)
1	1	0.5%
0.9976256217	1	0.5%
0.98284872	1	0.5%
0.976940108	1	0.5%
0.974659728	1	0.5%
0.968144733	1	0.5%
0.962688424	1	0.5%
0.960284915	1	0.5%
0.95103436	1	0.5%
0.94884168	1	0.5%

1st_current_tfidf
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.6039565952

Minimum	0.0201733
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.0201733
5-th percentile	0.0761215455
Q1	0.372131245
median	0.64427824
Q3	0.8753182905
95-th percentile	0.9830993891
Maximum	1
Range	0.9798267
Interquartile range (IQR)	0.5031870455

Descriptive statistics

Standard deviation	0.2953947897
Coefficient of variation (CV)	0.4890993691
Kurtosis	-1.025800126
Mean	0.6039565952
Median Absolute Deviation (MAD)	0.247694305
Skewness	-0.4713303774
Sum	78.51435738
Variance	0.08725808177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3035168	1	0.5%
0.4996174	1	0.5%
0.98284872	1	0.5%
0.74367234	1	0.5%
0.73904103	1	0.5%
0.2395039	1	0.5%
0.4761298	1	0.5%
0.1445826	1	0.5%
0.921665385	1	0.5%
0.983304482	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0201733	1	0.5%
0.03110075	1	0.5%
0.0565919	1	0.5%
0.0569241	1	0.5%
0.0605006	1	0.5%
0.06490505	1	0.5%
0.07049835	1	0.5%
0.08299434	1	0.5%
0.08384097	1	0.5%
0.08689183	1	0.5%

Value	Count	Frequency (%)
1	1	0.5%
0.9976256217	1	0.5%
0.9936541156	1	0.5%
0.990213237	1	0.5%
0.98426032	1	0.5%
0.98410011	1	0.5%
0.983304482	1	0.5%
0.98284872	1	0.5%
0.976940108	1	0.5%
0.96477796	1	0.5%

1st_2nd_lda
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.443165611

Minimum	0.0009248798472
Maximum	0.8324159977
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.0009248798472
5-th percentile	0.1120276952
Q1	0.2944028361
median	0.4365144665
Q3	0.5777939292
95-th percentile	0.8067003927
Maximum	0.8324159977
Range	0.8314911179
Interquartile range (IQR)	0.283391093

Descriptive statistics

Standard deviation	0.2031193633
Coefficient of variation (CV)	0.4583373761
Kurtosis	-0.6423280871
Mean	0.443165611
Median Absolute Deviation (MAD)	0.1429888014
Skewness	0.04752162724
Sum	57.61152943
Variance	0.04125747575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4902039477	1	0.5%
0.4247056517	1	0.5%
0.7338111011	1	0.5%
0.1832512237	1	0.5%
0.5699860148	1	0.5%
0.05153921136	1	0.5%
0.1837521032	1	0.5%
0.1090214883	1	0.5%
0.6453213329	1	0.5%
0.6659218507	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0009248798472	1	0.5%
0.009009424209	1	0.5%
0.02491735492	1	0.5%
0.05153921136	1	0.5%
0.106568484	1	0.5%
0.1090214883	1	0.5%
0.1107000823	1	0.5%
0.1136503332	1	0.5%
0.1224426352	1	0.5%
0.1570453903	1	0.5%

Value	Count	Frequency (%)
0.8324159977	1	0.5%
0.8322413363	1	0.5%
0.831322489	1	0.5%
0.8247713524	1	0.5%
0.8150825904	1	0.5%
0.8112244864	1	0.5%
0.810847399	1	0.5%
0.8016318293	1	0.5%
0.777378254	1	0.5%
0.7398105908	1	0.5%

1st_current_lda
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.5835165935

Minimum	0.009009424209
Maximum	0.8324257359
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.009009424209
5-th percentile	0.2251729199
Q1	0.4804396153
median	0.6170690393
Q3	0.731420406
95-th percentile	0.8179054265
Maximum	0.8324257359
Range	0.8234163117
Interquartile range (IQR)	0.2509807907

Descriptive statistics

Standard deviation	0.1909343338
Coefficient of variation (CV)	0.3272132035
Kurtosis	0.277182096
Mean	0.5835165935
Median Absolute Deviation (MAD)	0.119330462
Skewness	-0.8797226781
Sum	75.85715715
Variance	0.03645591984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6341485178	1	0.5%
0.5404719296	1	0.5%
0.7338111011	1	0.5%
0.6720473046	1	0.5%
0.7431631803	1	0.5%
0.4167833364	1	0.5%
0.2256352177	1	0.5%
0.04773825738	1	0.5%
0.8312122451	1	0.5%
0.8022149626	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.009009424209	1	0.5%
0.04773825738	1	0.5%
0.106568484	1	0.5%
0.1136503332	1	0.5%
0.1423339059	1	0.5%
0.1482686852	1	0.5%
0.2247946763	1	0.5%
0.2256352177	1	0.5%
0.2632287717	1	0.5%
0.2703033666	1	0.5%

Value	Count	Frequency (%)
0.8324257359	1	0.5%
0.8324159977	1	0.5%
0.8321897687	1	0.5%
0.8312122451	1	0.5%
0.8246794945	1	0.5%
0.8213321706	1	0.5%
0.8202150196	1	0.5%
0.8150825904	1	0.5%
0.8131771201	1	0.5%
0.8112244864	1	0.5%

1st_2nd_use
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.1056574339

Minimum	0.005343358713
Maximum	0.4208145276
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.005343358713
5-th percentile	0.01089700337
Q1	0.03987112141
median	0.06771642546
Q3	0.157467436
95-th percentile	0.3063234332
Maximum	0.4208145276
Range	0.4154711689
Interquartile range (IQR)	0.1175963146

Descriptive statistics

Standard deviation	0.09324338942
Coefficient of variation (CV)	0.8825066631
Kurtosis	1.081367524
Mean	0.1056574339
Median Absolute Deviation (MAD)	0.03885217586
Skewness	1.322426056
Sum	13.73546641
Variance	0.008694329671
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.05512329385	1	0.5%
0.05099676958	1	0.5%
0.3285916033	1	0.5%
0.01088671013	1	0.5%
0.04217074802	1	0.5%
0.00715785513	1	0.5%
0.05273526816	1	0.5%
0.01315690476	1	0.5%
0.2756207437	1	0.5%
0.3081018993	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005343358713	1	0.5%
0.006509150755	1	0.5%
0.00693760752	1	0.5%
0.007083448061	1	0.5%
0.00715785513	1	0.5%
0.01004561837	1	0.5%
0.01088671013	1	0.5%
0.010909584	1	0.5%
0.01315690476	1	0.5%
0.01458493451	1	0.5%

Value	Count	Frequency (%)
0.4208145276	1	0.5%
0.3867030993	1	0.5%
0.3642154469	1	0.5%
0.3285916033	1	0.5%
0.3113730362	1	0.5%
0.3081018993	1	0.5%
0.3070696313	1	0.5%
0.3054114134	1	0.5%
0.3009266105	1	0.5%
0.3005765842	1	0.5%

1st_current_use
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.1435744226

Minimum	0.004723398218
Maximum	0.5232621873
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.004723398218
5-th percentile	0.02655054297
Q1	0.07085178409
median	0.1205537431
Q3	0.1908757909
95-th percentile	0.3132243149
Maximum	0.5232621873
Range	0.5185387891
Interquartile range (IQR)	0.1200240068

Descriptive statistics

Standard deviation	0.09983241559
Coefficient of variation (CV)	0.6953356578
Kurtosis	1.864928993
Mean	0.1435744226
Median Absolute Deviation (MAD)	0.05930442002
Skewness	1.24056138
Sum	18.66467494
Variance	0.009966511202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1669640441	1	0.5%
0.08687377779	1	0.5%
0.3285916033	1	0.5%
0.08684611184	1	0.5%
0.1512387381	1	0.5%
0.07166519638	1	0.5%
0.09127517087	1	0.5%
0.00896903061	1	0.5%
0.5029965022	1	0.5%
0.1078774117	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.004723398218	1	0.5%
0.005343358713	1	0.5%
0.00896903061	1	0.5%
0.009546910405	1	0.5%
0.010909584	1	0.5%
0.01349929613	1	0.5%
0.02200860971	1	0.5%
0.03210179473	1	0.5%
0.03330747769	1	0.5%
0.03364362066	1	0.5%

Value	Count	Frequency (%)
0.5232621873	1	0.5%
0.5029965022	1	0.5%
0.4208145276	1	0.5%
0.3642154469	1	0.5%
0.3380186079	1	0.5%
0.3285916033	1	0.5%
0.3143392196	1	0.5%
0.3118616537	1	0.5%
0.3070696313	1	0.5%
0.3057088118	1	0.5%

1st_2nd_stm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.4255534369

Minimum	0.05346783526
Maximum	0.8310721109
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.05346783526
5-th percentile	0.1345424176
Q1	0.2675765435
median	0.3944332318
Q3	0.57040201
95-th percentile	0.7747892121
Maximum	0.8310721109
Range	0.7776042756
Interquartile range (IQR)	0.3028254664

Descriptive statistics

Standard deviation	0.1973448023
Coefficient of variation (CV)	0.4637368312
Kurtosis	-0.7112521818
Mean	0.4255534369
Median Absolute Deviation (MAD)	0.1363291275
Skewness	0.3402544825
Sum	55.3219468
Variance	0.03894497101
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1808094633	1	0.5%
0.3401846372	1	0.5%
0.7927069066	1	0.5%
0.2597674839	1	0.5%
0.1086374728	1	0.5%
0.2751306334	1	0.5%
0.1426708258	1	0.5%
0.2371090592	1	0.5%
0.496686597	1	0.5%
0.7635874396	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.05346783526	1	0.5%
0.06301731907	1	0.5%
0.06664675472	1	0.5%
0.09193017521	1	0.5%
0.103935994	1	0.5%
0.1086374728	1	0.5%
0.1278919017	1	0.5%
0.1426708258	1	0.5%
0.1674803379	1	0.5%
0.1795426932	1	0.5%

Value	Count	Frequency (%)
0.8310721109	1	0.5%
0.8302623488	1	0.5%
0.8220312078	1	0.5%
0.8139319874	1	0.5%
0.8129855665	1	0.5%
0.7927069066	1	0.5%
0.7750710625	1	0.5%
0.7744447283	1	0.5%
0.7646634819	1	0.5%
0.7636754462	1	0.5%

1st_current_stm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.5528050629

Minimum	0.06664675472
Maximum	0.8312656847
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.06664675472
5-th percentile	0.207770493
Q1	0.3816559025
median	0.5801652868
Q3	0.7475594909
95-th percentile	0.8257300116
Maximum	0.8312656847
Range	0.7646189299
Interquartile range (IQR)	0.3659035884

Descriptive statistics

Standard deviation	0.2059741367
Coefficient of variation (CV)	0.3725981371
Kurtosis	-1.016112254
Mean	0.5528050629
Median Absolute Deviation (MAD)	0.188419597
Skewness	-0.3125395666
Sum	71.86465818
Variance	0.04242534497
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3514579609	1	0.5%
0.6599127299	1	0.5%
0.7927069066	1	0.5%
0.7922989702	1	0.5%
0.8312656847	1	0.5%
0.5429023615	1	0.5%
0.2147874609	1	0.5%
0.1978936538	1	0.5%
0.7989632322	1	0.5%
0.8304725389	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.06664675472	1	0.5%
0.08709304174	1	0.5%
0.103935994	1	0.5%
0.1905146018	1	0.5%
0.1978936538	1	0.5%
0.2014834105	1	0.5%
0.2020293374	1	0.5%
0.2147874609	1	0.5%
0.2274341764	1	0.5%
0.2287969862	1	0.5%

Value	Count	Frequency (%)
0.8312656847	1	0.5%
0.8310721109	1	0.5%
0.8304725389	1	0.5%
0.8302623488	1	0.5%
0.8294142647	1	0.5%
0.8263893582	1	0.5%
0.8261795564	1	0.5%
0.8251805678	1	0.5%
0.8231224917	1	0.5%
0.8229771521	1	0.5%

constitutional_time
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	99
Distinct (%)	51.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.20725389

Minimum	11
Maximum	233
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	11
5-th percentile	27
Q1	47
median	62
Q3	103
95-th percentile	205.6
Maximum	233
Range	222
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	57.59212321
Coefficient of variation (CV)	0.66806586
Kurtosis	0.1093821862
Mean	86.20725389
Median Absolute Deviation (MAD)	21
Skewness	1.139208249
Sum	16638
Variance	3316.852655
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	9	4.7%
60	8	4.1%
44	6	3.1%
75	5	2.6%
31	5	2.6%
43	5	2.6%
58	5	2.6%
41	5	2.6%
47	5	2.6%
61	5	2.6%
Other values (89)	135	69.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1	0.5%
14	1	0.5%
19	1	0.5%
20	1	0.5%
24	1	0.5%
25	1	0.5%
26	2	1.0%
27	4	2.1%
28	2	1.0%
29	3	1.6%

Value	Count	Frequency (%)
233	1	0.5%
231	2	1.0%
227	1	0.5%
221	1	0.5%
214	1	0.5%
213	1	0.5%
211	1	0.5%
209	1	0.5%
208	1	0.5%
204	1	0.5%

first_regime_time
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	80
Distinct (%)	41.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.79792746

Minimum	1
Maximum	233
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	14
median	27
Q3	48
95-th percentile	110.2
Maximum	233
Range	232
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	39.51879294
Coefficient of variation (CV)	1.045528038
Kurtosis	7.385515371
Mean	37.79792746
Median Absolute Deviation (MAD)	16
Skewness	2.469340765
Sum	7295
Variance	1561.734996
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	7	3.6%
14	7	3.6%
16	6	3.1%
4	6	3.1%
3	5	2.6%
19	5	2.6%
31	5	2.6%
5	5	2.6%
15	5	2.6%
28	5	2.6%
Other values (70)	137	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	2.6%
2	3	1.6%
3	5	2.6%
4	6	3.1%
5	5	2.6%
6	4	2.1%
7	1	0.5%
8	3	1.6%
9	3	1.6%
10	3	1.6%

Value	Count	Frequency (%)
233	1	0.5%
208	1	0.5%
201	1	0.5%
191	1	0.5%
170	1	0.5%
165	1	0.5%
154	1	0.5%
147	1	0.5%
139	1	0.5%
121	1	0.5%

1st_2nd_tfidf_adj
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.06468672845

Minimum	0.000502996
Maximum	0.907096975
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.000502996
5-th percentile	0.004316380572
Q1	0.01068151816
median	0.02548487012
Q3	0.0555340769
95-th percentile	0.2378890005
Maximum	0.907096975
Range	0.906593979
Interquartile range (IQR)	0.04485255874

Descriptive statistics

Standard deviation	0.131293906
Coefficient of variation (CV)	2.029688456
Kurtosis	26.298727
Mean	0.06468672845
Median Absolute Deviation (MAD)	0.01663822712
Skewness	4.776623824
Sum	8.409274699
Variance	0.01723808975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0442038	1	0.5%
0.01093746222	1	0.5%
0.049142436	1	0.5%
0.016290612	1	0.5%
0.03086501586	1	0.5%
0.0100003	1	0.5%
0.03229303583	1	0.5%
0.02429661167	1	0.5%
0.02611540484	1	0.5%
0.04276124	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000502996	1	0.5%
0.0008017704545	1	0.5%
0.00201733	1	0.5%
0.002350504317	1	0.5%
0.003794420833	1	0.5%
0.004042278571	1	0.5%
0.00406967027	1	0.5%
0.004617915385	1	0.5%
0.00465801125	1	0.5%
0.0050721	1	0.5%

Value	Count	Frequency (%)
0.907096975	1	0.5%
0.90364835	1	0.5%
0.55195415	1	0.5%
0.35231498	1	0.5%
0.322714911	1	0.5%
0.31628056	1	0.5%
0.2379957	1	0.5%
0.23775859	1	0.5%
0.227624476	1	0.5%
0.20651088	1	0.5%

1st_2nd_lda_adj
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.04951300263

Minimum	3.557230182 × 10^-5
Maximum	0.8016318293
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	3.557230182 × 10^-5
5-th percentile	0.006485400323
Q1	0.01182460787
median	0.02055020617
Q3	0.04148586937
95-th percentile	0.1757328853
Maximum	0.8016318293
Range	0.801596257
Interquartile range (IQR)	0.02966126151

Descriptive statistics

Standard deviation	0.1071385071
Coefficient of variation (CV)	2.163845888
Kurtosis	35.14639059
Mean	0.04951300263
Median Absolute Deviation (MAD)	0.01088323906
Skewness	5.585072789
Sum	6.436690342
Variance	0.01147865971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.06127549346	1	0.5%
0.01179737921	1	0.5%
0.03669055506	1	0.5%
0.005235749249	1	0.5%
0.01965469016	1	0.5%
0.01717973712	1	0.5%
0.007656337635	1	0.5%
0.01817024805	1	0.5%
0.02081681719	1	0.5%
0.04439479005	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.557230182 × 10^-5	1	0.5%
0.002620096689	1	0.5%
0.003180420336	1	0.5%
0.004033466684	1	0.5%
0.005235749249	1	0.5%
0.006174361731	1	0.5%
0.006477954831	1	0.5%
0.006494500368	1	0.5%
0.00649978057	1	0.5%
0.006762087726	1	0.5%

Value	Count	Frequency (%)
0.8016318293	1	0.5%
0.777378254	1	0.5%
0.4077143686	1	0.5%
0.2328861703	1	0.5%
0.1969738114	1	0.5%
0.187437504	1	0.5%
0.179047086	1	0.5%
0.1716821955	1	0.5%
0.1490337043	1	0.5%
0.1458244548	1	0.5%

1st_2nd_use_adj
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.01530081815

Minimum	0.0002758478593
Maximum	0.3867030993
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.0002758478593
5-th percentile	0.000782763203
Q1	0.001691636004
median	0.003519769878
Q3	0.009301449275
95-th percentile	0.04838330805
Maximum	0.3867030993
Range	0.3864272515
Interquartile range (IQR)	0.00760981327

Descriptive statistics

Standard deviation	0.04763135418
Coefficient of variation (CV)	3.11299394
Kurtosis	40.10922311
Mean	0.01530081815
Median Absolute Deviation (MAD)	0.002457200481
Skewness	6.089131799
Sum	1.989106359
Variance	0.002268745901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.006890411732	1	0.5%
0.001416576933	1	0.5%
0.01642958016	1	0.5%
0.0003110488609	1	0.5%
0.001454163725	1	0.5%
0.00238595171	1	0.5%
0.00219730284	1	0.5%
0.00219281746	1	0.5%
0.008890991733	1	0.5%
0.02054012662	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0002758478593	1	0.5%
0.0003110488609	1	0.5%
0.000346880376	1	0.5%
0.0007009087638	1	0.5%
0.0007175441693	1	0.5%
0.0007365845831	1	0.5%
0.000779256	1	0.5%
0.0007870497845	1	0.5%
0.0007882253443	1	0.5%
0.00086396236	1	0.5%

Value	Count	Frequency (%)
0.3867030993	1	0.5%
0.3005765842	1	0.5%
0.2158303006	1	0.5%
0.1053613701	1	0.5%
0.08750394489	1	0.5%
0.0553042328	1	0.5%
0.05238983032	1	0.5%
0.04348644751	1	0.5%
0.03195685445	1	0.5%
0.02834948051	1	0.5%

1st_2nd_stm_adj
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.05353556076

Minimum	0.001682788181
Maximum	0.7744447283
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.001682788181
5-th percentile	0.005117488186
Q1	0.01071727296
median	0.02048012628
Q3	0.04495070752
95-th percentile	0.1943520418
Maximum	0.7744447283
Range	0.7727619401
Interquartile range (IQR)	0.03423343456

Descriptive statistics

Standard deviation	0.1151493406
Coefficient of variation (CV)	2.150894452
Kurtosis	26.22181773
Mean	0.05353556076
Median Absolute Deviation (MAD)	0.01162726414
Skewness	4.89588739
Sum	6.959622899
Variance	0.01325937065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02260118292	1	0.5%
0.009449573254	1	0.5%
0.03963534533	1	0.5%
0.007421928113	1	0.5%
0.003746119751	1	0.5%
0.09171021114	1	0.5%
0.005944617741	1	0.5%
0.03951817653	1	0.5%
0.01602214829	1	0.5%
0.05090582931	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.001682788181	1	0.5%
0.002165333208	1	0.5%
0.002688331847	1	0.5%
0.00276490608	1	0.5%
0.003657165131	1	0.5%
0.003746119751	1	0.5%
0.004710118217	1	0.5%
0.005615384814	1	0.5%
0.005940870585	1	0.5%
0.005944617741	1	0.5%

Value	Count	Frequency (%)
0.7744447283	1	0.5%
0.7636754462	1	0.5%
0.6141453375	1	0.5%
0.3477130875	1	0.5%
0.2435585183	1	0.5%
0.2179150846	1	0.5%
0.2083755094	1	0.5%
0.1772122481	1	0.5%
0.1755816702	1	0.5%
0.1558968377	1	0.5%

1st_curr_tfidf_adj
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.007589426288

Minimum	0.0003896447887
Maximum	0.02386050154
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.0003896447887
5-th percentile	0.001023223277
Q1	0.003846985604
median	0.00646586775
Q3	0.009864114097
95-th percentile	0.01796670161
Maximum	0.02386050154
Range	0.02347085675
Interquartile range (IQR)	0.006017128493

Descriptive statistics

Standard deviation	0.005316036545
Coefficient of variation (CV)	0.7004530176
Kurtosis	0.6404123376
Mean	0.007589426288
Median Absolute Deviation (MAD)	0.003069252825
Skewness	1.019513985
Sum	0.9866254175
Variance	2.826024455 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.003065826263	1	0.5%
0.004234045763	1	0.5%
0.004329730044	1	0.5%
0.004534587439	1	0.5%
0.01192001661	1	0.5%
0.003862966129	1	0.5%
0.006434186486	1	0.5%
0.002190645455	1	0.5%
0.004409882225	1	0.5%
0.01311072643	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0003896447887	1	0.5%
0.0007049835	1	0.5%
0.0007232732558	1	0.5%
0.0007530491216	1	0.5%
0.0008405541667	1	0.5%
0.0009431983333	1	0.5%
0.0009764686207	1	0.5%
0.001080367857	1	0.5%
0.001293729545	1	0.5%
0.001497160179	1	0.5%

Value	Count	Frequency (%)
0.02386050154	1	0.5%
0.02272727273	1	0.5%
0.02267330958	1	0.5%
0.02196901183	1	0.5%
0.02001269931	1	0.5%
0.01912179	1	0.5%
0.01804372918	1	0.5%
0.01787255681	1	0.5%
0.01756787192	1	0.5%
0.01600473256	1	0.5%

1st_curr_lda_adj
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.007443657467

Minimum	0.0002095214932
Maximum	0.02457363487
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.0002095214932
5-th percentile	0.002548282778
Q1	0.003920876611
median	0.006895408428
Q3	0.01036407592
95-th percentile	0.0136626849
Maximum	0.02457363487
Range	0.02436411338
Interquartile range (IQR)	0.006443199308

Descriptive statistics

Standard deviation	0.004101948869
Coefficient of variation (CV)	0.5510663121
Kurtosis	1.502641198
Mean	0.007443657467
Median Absolute Deviation (MAD)	0.003108997307
Skewness	0.9198687379
Sum	0.9676754708
Variance	1.682598452 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.006405540584	1	0.5%
0.00458027059	1	0.5%
0.003232648023	1	0.5%
0.004097849419	1	0.5%
0.01198650291	1	0.5%
0.006722311877	1	0.5%
0.003049124563	1	0.5%
0.00072330693	1	0.5%
0.003977092082	1	0.5%
0.0106961995	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0002095214932	1	0.5%
0.00072330693	1	0.5%
0.001114218953	1	0.5%
0.001776141399	1	0.5%
0.002319989807	1	0.5%
0.002463705894	1	0.5%
0.00254167689	1	0.5%
0.002556356642	1	0.5%
0.002581508016	1	0.5%
0.002581733867	1	0.5%

Value	Count	Frequency (%)
0.02457363487	1	0.5%
0.0189185454	1	0.5%
0.01842834998	1	0.5%
0.01616458641	1	0.5%
0.01446806131	1	0.5%
0.01399008142	1	0.5%
0.01374956757	1	0.5%
0.01355649497	1	0.5%
0.01326802972	1	0.5%
0.01287594589	1	0.5%

1st_curr_use_adj
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.001763425116

Minimum	8.434639675 × 10^-5
Maximum	0.008277623793
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	8.434639675 × 10^-5
5-th percentile	0.0002272789074
Q1	0.0008684663079
median	0.001311715606
Q3	0.002135890599
95-th percentile	0.004904710261
Maximum	0.008277623793
Range	0.008193277397
Interquartile range (IQR)	0.001267424291

Descriptive statistics

Standard deviation	0.001500057454
Coefficient of variation (CV)	0.8506499318
Kurtosis	4.066056521
Mean	0.001763425116
Median Absolute Deviation (MAD)	0.0006193336455
Skewness	1.927897491
Sum	0.229245265
Variance	2.250172366 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001686505496	1	0.5%
0.0007362184559	1	0.5%
0.001447540102	1	0.5%
0.0005295494624	1	0.5%
0.002439334485	1	0.5%
0.001155890264	1	0.5%
0.001233448255	1	0.5%
0.0001358944032	1	0.5%
0.002406681829	1	0.5%
0.00143836549	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.434639675 × 10^-5	1	0.5%
0.0001242641561	1	0.5%
0.0001358944032	1	0.5%
0.0001646019035	1	0.5%
0.0001818264	1	0.5%
0.0002164432958	1	0.5%
0.0002228054348	1	0.5%
0.000232746485	1	0.5%
0.0004024691666	1	0.5%
0.0004232424944	1	0.5%

Value	Count	Frequency (%)
0.008277623793	1	0.5%
0.007046005358	1	0.5%
0.00649811518	1	0.5%
0.006098761269	1	0.5%
0.005524154085	1	0.5%
0.005285793785	1	0.5%
0.004930787287	1	0.5%
0.004872838339	1	0.5%
0.004870150068	1	0.5%
0.004724827562	1	0.5%

1st_curr_stm_adj
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	130
Distinct (%)	100.0%
Missing	63
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.006985924078

Minimum	0.0006883178409
Maximum	0.01888800252
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.0006883178409
5-th percentile	0.002305444263
Q1	0.003935651623
median	0.006695388051
Q3	0.008977120081
95-th percentile	0.01345980475
Maximum	0.01888800252
Range	0.01819968468
Interquartile range (IQR)	0.005041468458

Descriptive statistics

Standard deviation	0.003829646204
Coefficient of variation (CV)	0.5481946499
Kurtosis	0.5827017658
Mean	0.006985924078
Median Absolute Deviation (MAD)	0.002743480786
Skewness	0.9001967536
Sum	0.9081701301
Variance	1.466619005 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.003550080413	1	0.5%
0.005592480762	1	0.5%
0.00349210091	1	0.5%
0.004831091282	1	0.5%
0.01340751104	1	0.5%
0.008756489701	1	0.5%
0.002902533256	1	0.5%
0.002998388693	1	0.5%
0.003822790585	1	0.5%
0.01107296719	1	0.5%
Other values (120)	120	62.2%
(Missing)	63	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0006883178409	1	0.5%
0.0009845635344	1	0.5%
0.001549924528	1	0.5%
0.001555232888	1	0.5%
0.001905146018	1	0.5%
0.002196125401	1	0.5%
0.002273599935	1	0.5%
0.002344365109	1	0.5%
0.002626796698	1	0.5%
0.002833015242	1	0.5%

Value	Count	Frequency (%)
0.01888800252	1	0.5%
0.01886959884	1	0.5%
0.01811448267	1	0.5%
0.01590918734	1	0.5%
0.01572122068	1	0.5%
0.01352755029	1	0.5%
0.0135025905	1	0.5%
0.01340751104	1	0.5%
0.01307142027	1	0.5%
0.01291238536	1	0.5%

tfidf_distance
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	131
Distinct (%)	67.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.064712286

Minimum	0
Maximum	8.805528793
Zeros	63
Zeros (%)	32.6%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.6192621589
Q3	1.457402639
95-th percentile	4.336997896
Maximum	8.805528793
Range	8.805528793
Interquartile range (IQR)	1.457402639

Descriptive statistics

Standard deviation	1.432658755
Coefficient of variation (CV)	1.345583003
Kurtosis	5.270935841
Mean	1.064712286
Median Absolute Deviation (MAD)	0.6192621589
Skewness	2.054736816
Sum	205.4894711
Variance	2.052511108
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63	32.6%
2.55466716	1	0.5%
1.346237004	1	0.5%
0.9828487206	1	0.5%
3.680461466	1	0.5%
2.866323628	1	0.5%
0.3675777912	1	0.5%
1.50062342	1	0.5%
0.3533120155	1	0.5%
2.627345592	1	0.5%
Other values (121)	121	62.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	32.6%
0.02017331123	1	0.5%
0.03110074997	1	0.5%
0.05659192801	1	0.5%
0.05692410469	1	0.5%
0.08299434185	1	0.5%
0.08736741543	1	0.5%
0.1200658083	1	0.5%
0.1280924678	1	0.5%
0.1383602619	1	0.5%

Value	Count	Frequency (%)
8.805528793	1	0.5%
5.926186346	1	0.5%
5.665635705	1	0.5%
5.363589868	1	0.5%
4.714640707	1	0.5%
4.614361033	1	0.5%
4.563309059	1	0.5%
4.48809563	1	0.5%
4.398849934	1	0.5%
4.370397478	1	0.5%

lda_distance
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	131
Distinct (%)	67.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8243181345

Minimum	0
Maximum	5.310201276
Zeros	63
Zeros (%)	32.6%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.5798510483
Q3	1.150007772
95-th percentile	2.687808073
Maximum	5.310201276
Range	5.310201276
Interquartile range (IQR)	1.150007772

Descriptive statistics

Standard deviation	0.9664345238
Coefficient of variation (CV)	1.172404783
Kurtosis	3.256722106
Mean	0.8243181345
Median Absolute Deviation (MAD)	0.5798510483
Skewness	1.675308658
Sum	159.0934
Variance	0.9339956887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63	32.6%
2.182414969	1	0.5%
1.135737341	1	0.5%
0.7338111011	1	0.5%
2.598592762	1	0.5%
1.352163196	1	0.5%
0.5455480628	1	0.5%
0.3011339598	1	0.5%
0.2367953335	1	0.5%
2.341969053	1	0.5%
Other values (121)	121	62.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	32.6%
0.009009424209	1	0.5%
0.106568484	1	0.5%
0.1136503332	1	0.5%
0.23170049	1	0.5%
0.2367953335	1	0.5%
0.2703033666	1	0.5%
0.2703666181	1	0.5%
0.2783459033	1	0.5%
0.2847315518	1	0.5%

Value	Count	Frequency (%)
5.310201276	1	0.5%
4.299676602	1	0.5%
3.981688847	1	0.5%
3.608418739	1	0.5%
3.518476125	1	0.5%
3.422846227	1	0.5%
3.152002994	1	0.5%
3.026661364	1	0.5%
3.014511213	1	0.5%
2.813127573	1	0.5%

use_distance
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	131
Distinct (%)	67.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.177404477

Minimum	0
Maximum	1.839643225
Zeros	63
Zeros (%)	32.6%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.08428697711
Q3	0.242137435
95-th percentile	0.7334038791
Maximum	1.839643225
Range	1.839643225
Interquartile range (IQR)	0.242137435

Descriptive statistics

Standard deviation	0.2513756453
Coefficient of variation (CV)	1.416963368
Kurtosis	10.67329134
Mean	0.177404477
Median Absolute Deviation (MAD)	0.08428697711
Skewness	2.667428981
Sum	34.23906407
Variance	0.06318971504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63	32.6%
0.2721637196	1	0.5%
0.09802493714	1	0.5%
0.3285916033	1	0.5%
0.2856437567	1	0.5%
0.122433367	1	0.5%
0.07973911799	1	0.5%
0.08428697711	1	0.5%
0.02295066144	1	0.5%
0.5079892852	1	0.5%
Other values (121)	121	62.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	32.6%
0.005343358713	1	0.5%
0.010909584	1	0.5%
0.02295066144	1	0.5%
0.02483414906	1	0.5%
0.02570967874	1	0.5%
0.03210179473	1	0.5%
0.03364362066	1	0.5%
0.03753879925	1	0.5%
0.03899271319	1	0.5%

Value	Count	Frequency (%)
1.839643225	1	0.5%
0.9981496239	1	0.5%
0.9761781719	1	0.5%
0.9259964936	1	0.5%
0.8976717033	1	0.5%
0.8100906049	1	0.5%
0.8050738149	1	0.5%
0.7783798098	1	0.5%
0.7424658286	1	0.5%
0.7404241889	1	0.5%

stm_distance
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	131
Distinct (%)	67.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.131337558

Minimum	0
Maximum	13.761275
Zeros	63
Zeros (%)	32.6%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.5333420282
Q3	1.453148717
95-th percentile	4.325649139
Maximum	13.761275
Range	13.761275
Interquartile range (IQR)	1.453148717

Descriptive statistics

Standard deviation	1.739749441
Coefficient of variation (CV)	1.537781035
Kurtosis	15.77721491
Mean	1.131337558
Median Absolute Deviation (MAD)	0.5333420282
Skewness	3.237533468
Sum	218.3481487
Variance	3.026728118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63	32.6%
1.852420044	1	0.5%
1.559017085	1	0.5%
0.7927069066	1	0.5%
4.211583706	1	0.5%
2.577173316	1	0.5%
1.420003692	1	0.5%
0.3574582867	1	0.5%
0.4350027129	1	0.5%
3.361402	1	0.5%
Other values (121)	121	62.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	32.6%
0.06664675472	1	0.5%
0.103935994	1	0.5%
0.2493890969	1	0.5%
0.2554971727	1	0.5%
0.2564407247	1	0.5%
0.2853324978	1	0.5%
0.2884652441	1	0.5%
0.3030384246	1	0.5%
0.324062172	1	0.5%

Value	Count	Frequency (%)
13.761275	1	0.5%
7.655179479	1	0.5%
7.011777933	1	0.5%
6.548253206	1	0.5%
6.469361033	1	0.5%
5.623032088	1	0.5%
5.45806128	1	0.5%
5.290515012	1	0.5%
4.525869525	1	0.5%
4.496747288	1	0.5%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	code	country	1st_const_year	2nd_const_year	1st_2nd_tfidf	1st_current_tfidf	1st_2nd_lda	1st_current_lda	1st_2nd_use	1st_current_use	1st_2nd_stm	1st_current_stm	constitutional_time	first_regime_time	1st_2nd_tfidf_adj	1st_2nd_lda_adj	1st_2nd_use_adj	1st_2nd_stm_adj	1st_curr_tfidf_adj	1st_curr_lda_adj	1st_curr_use_adj	1st_curr_stm_adj	tfidf_distance	lda_distance	use_distance	stm_distance
0	AFG	Afghanistan	1923	1931.0	0.353630	0.303517	0.490204	0.634149	0.055123	0.166964	0.180809	0.351458	99	8.0	0.044204	0.061275	0.006890	0.022601	0.003066	0.006406	0.001687	0.003550	2.554667	2.182415	0.272164	1.852420
1	ALB	Albania	1925	1928.0	0.513447	0.636341	0.437473	0.788622	0.082878	0.102103	0.526745	0.751644	97	3.0	0.171149	0.145824	0.027626	0.175582	0.006560	0.008130	0.001053	0.007749	2.818089	2.412450	0.778380	3.296292
2	DZA	Algeria	1963	1996.0	0.650947	0.650947	0.536840	0.536840	0.132969	0.132969	0.483908	0.483908	59	33.0	0.019726	0.016268	0.004029	0.014664	0.011033	0.009099	0.002254	0.008202	0.650947	0.536840	0.132969	0.483908
3	AND	Andorra	1993	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	29	29.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000	0.000000	0.000000	0.000000
4	AGO	Angola	1975	2010.0	0.317443	0.317443	0.571623	0.571623	0.305411	0.305411	0.489318	0.489318	47	35.0	0.009070	0.016332	0.008726	0.013981	0.006754	0.012162	0.006498	0.010411	0.317443	0.571623	0.305411	0.489318
5	ATG	Antigua Barbuda	1981	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41	41.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000	0.000000	0.000000	0.000000
6	ARG	Argentina	1819	1826.0	0.505489	0.794305	0.251727	0.733257	0.014585	0.043938	0.252834	0.461541	203	7.0	0.072213	0.035961	0.002084	0.036119	0.003913	0.003612	0.000216	0.002274	1.149967	0.881207	0.037539	0.714374
7	ARM	Armenia	1995	2005.0	0.064511	0.371961	0.122443	0.377732	0.034281	0.096356	0.180414	0.352928	27	10.0	0.006451	0.012244	0.003428	0.018041	0.013776	0.013990	0.003569	0.013071	0.389074	0.419085	0.084017	0.533342
8	AUS	Australia	1901	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	121	121.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000	0.000000	0.000000	0.000000
9	AUT	Austria	1920	1934.0	0.338217	0.338217	0.113650	0.113650	0.048903	0.048903	0.403290	0.403290	102	14.0	0.024158	0.008118	0.003493	0.028806	0.003316	0.001114	0.000479	0.003954	0.338217	0.113650	0.048903	0.403290

Last rows

	code	country	1st_const_year	2nd_const_year	1st_2nd_tfidf	1st_current_tfidf	1st_2nd_lda	1st_current_lda	1st_2nd_use	1st_current_use	1st_2nd_stm	1st_current_stm	constitutional_time	first_regime_time	1st_2nd_tfidf_adj	1st_2nd_lda_adj	1st_2nd_use_adj	1st_2nd_stm_adj	1st_curr_tfidf_adj	1st_curr_lda_adj	1st_curr_use_adj	1st_curr_stm_adj	tfidf_distance	lda_distance	use_distance	stm_distance
183	USA	United states	1789	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	233	233.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000	0.000000	0.000000	0.000000
184	URY	Uruguay	1830	1918.0	0.070556	0.852828	0.230569	0.661282	0.024275	0.201772	0.236573	0.582161	192	88.0	0.000802	0.002620	0.000276	0.002688	0.004442	0.003444	0.001051	0.003032	1.279092	0.927896	0.171229	1.410233
185	UZB	Uzbekistan	1992	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30	30.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000	0.000000	0.000000	0.000000
186	VUT	Vanuatu	1979	1980.0	0.031101	0.031101	0.009009	0.009009	0.005343	0.005343	0.066647	0.066647	43	1.0	0.031101	0.009009	0.005343	0.066647	0.000723	0.000210	0.000124	0.001550	0.031101	0.009009	0.005343	0.066647
187	VEN	Venezuela	1830	1858.0	0.495311	0.690389	0.181846	0.760860	0.047112	0.185052	0.184205	0.780078	192	28.0	0.017690	0.006495	0.001683	0.006579	0.003596	0.003963	0.000964	0.004063	5.665636	3.608419	0.503704	13.761275
188	VDR	Vietnam	1960	1980.0	0.885566	0.891462	0.240032	0.263229	0.052652	0.056959	0.253492	0.228797	62	20.0	0.044278	0.012002	0.002633	0.012675	0.014378	0.004246	0.000919	0.003690	1.157357	0.482546	0.071202	0.482289
189	YEM	Yemen Arab Republic	1970	1991.0	0.913529	0.913529	0.647501	0.647501	0.065579	0.065579	0.663185	0.663185	52	21.0	0.043501	0.030833	0.003123	0.031580	0.017568	0.012452	0.001261	0.012754	0.913529	0.647501	0.065579	0.663185
190	YUG	Yugoslavia	1921	1931.0	0.736563	0.929297	0.484082	0.731703	0.035465	0.133398	0.453762	0.687188	101	10.0	0.073656	0.048408	0.003546	0.045376	0.009201	0.007245	0.001321	0.006804	4.488096	3.981689	0.742466	5.623032
191	ZMB	Zambia	1964	1973.0	0.475826	0.086892	0.110700	0.148269	0.007083	0.009547	0.053468	0.202029	58	9.0	0.052870	0.012300	0.000787	0.005941	0.001498	0.002556	0.000165	0.003483	0.963551	0.231700	0.024834	0.255497
192	ZWE	Zimbabwe	1965	1969.0	0.249281	0.912270	0.370943	0.824679	0.032659	0.092031	0.329574	0.688878	57	4.0	0.062320	0.092736	0.008165	0.082393	0.016005	0.014468	0.001615	0.012086	1.118774	1.431619	0.132359	1.478264

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows